WIP
Deep Learning Library Written in ES2015.
- Convolutional Neural Network
- Softmax
- L2 Regularization
- Dropout
- Clustering
- Lazy Loading
- ReLU
"use strict";
var jsmind = require("../dist");
var mnistLoader = jsmind.mnistLoader;
var trainingData = mnistLoader.loadTrainingDataWrapper();
var validationData = mnistLoader.loadValidationDataWrapper();
var testData = mnistLoader.loadTestDataWrapper();
var net = new jsmind.Network([
new jsmind.layers.FullyConnectedLayer(784, 100, {pDropout: 0.5}),
new jsmind.layers.FullyConnectedLayer(100, 100, {pDropout: 0.5}),
new jsmind.layers.SoftmaxLayer(100, 10, {pDropout: 0.5})
]);
net.SGD(trainingData, 60, 10, 0.1, {
validationData: validationData,
testData: testData,
lmbda: 0.1
});